Search Results for author: Felix Grimberg

Found 4 papers, 1 papers with code

Optimal Model Averaging: Towards Personalized Collaborative Learning

no code implementations25 Oct 2021 Felix Grimberg, Mary-Anne Hartley, Sai P. Karimireddy, Martin Jaggi

In federated learning, differences in the data or objectives between the participating nodes motivate approaches to train a personalized machine learning model for each node.

Federated Learning

WAFFLE: Weighted Averaging for Personalized Federated Learning

no code implementations13 Oct 2021 Martin Beaussart, Felix Grimberg, Mary-Anne Hartley, Martin Jaggi

Through a series of experiments, we compare our new approach to two recent personalized federated learning methods--Weight Erosion and APFL--as well as two general FL methods--Federated Averaging and SCAFFOLD.

Personalized Federated Learning

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